I'll be honest that I've never actually considered tokens per second as something to focus on for my projects, I'm much more concerned with quality of the output then quantity. Is 500 tok/s on Gemma 7B a gamechanger? or is this more just an advertisement for mystic.ai?
Improvements in inference speed would also manifest itself on those bigger models that may only partially fit into GPU VRAM. In some cases, the improvement on the GPU side alone, is strong enough to basically turn what you would previously consider a too-slow-to-be-usable higher quality model, into a faster, usable one.